feat: initial whipser transcriber implementation
This commit is contained in:
@@ -4,13 +4,13 @@ internal class DefaultCommand(
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IFileSystem fileSystem,
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IAnsiConsole console,
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IAudioExtractor audioExtractor,
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IAudioConverter audioConverter
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ITranscriber transcriber
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) : AsyncCommand<DefaultCommand.Settings>
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{
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private readonly IFileSystem _fileSystem = fileSystem ?? throw new ArgumentNullException(nameof(fileSystem));
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private readonly IAnsiConsole _console = console ?? throw new ArgumentNullException(nameof(console));
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private readonly IAudioExtractor _audioExtractor = audioExtractor ?? throw new ArgumentNullException(nameof(audioExtractor));
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private readonly IAudioConverter _audioConverter = audioConverter ?? throw new ArgumentNullException(nameof(audioConverter));
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private readonly ITranscriber _transcriber = transcriber ?? throw new ArgumentNullException(nameof(transcriber));
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internal class Settings : CommandSettings
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{
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@@ -63,22 +63,21 @@ internal class DefaultCommand(
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_console.MarkupLine($"[blue]Audio extracted[/] [green]successfully![/]");
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Stream? wavStream = null;
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List<TranscriptionSegment> transcriptionSegments = [];
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_console.Status()
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await _console.Status()
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.Spinner(Spinner.Known.Dots)
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.Start("Converting audio...", ctx =>
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.StartAsync("Transcribing audio...", async ctx =>
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{
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wavStream = _audioConverter.ConvertMp3ToWav16(audioStream);
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await foreach (var segment in _transcriber.TranscribeAsync(audioStream))
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{
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transcriptionSegments.Add(segment);
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var segmentTimeText = $"[{segment.StartTime:hh\\:mm\\:ss} - {segment.EndTime:hh\\:mm\\:ss}]";
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ctx.Status($"Transcribed segment {segmentTimeText.EscapeMarkup()}");
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}
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});
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if (wavStream is null)
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{
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_console.MarkupLine("[red]Failed[/] to convert audio to WAV format.");
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return 2;
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}
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_console.MarkupLine($"[blue]Audio converted[/] [green]successfully![/]");
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_console.MarkupLine($"[blue]Transcription completed[/] [green]successfully![/]");
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return 0;
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}
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@@ -1,20 +1,4 @@
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using System.Globalization;
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using System.Resources;
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using System.Text;
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using System.Text.Json;
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using System.Text.Json.Serialization;
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using FFMpegCore;
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using FFMpegCore.Enums;
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using FFMpegCore.Pipes;
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using NAudio.Wave;
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using Whisper.net;
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using Whisper.net.Ggml;
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Log.Logger = new LoggerConfiguration()
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Log.Logger = new LoggerConfiguration()
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.WriteTo.File(
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formatter: new CompactJsonFormatter(),
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path: Path.Combine(AppContext.BaseDirectory, "logs", "log.jsonl"),
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@@ -37,7 +21,7 @@ try
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services.AddSingleton(AnsiConsole.Console);
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services.AddSingleton<IFileSystem, FileSystem>();
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services.AddSingleton<IAudioExtractor, AudioExtractor>();
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services.AddSingleton<IAudioConverter, AudioConverter>();
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services.AddSingleton<ITranscriber, WhisperTranscriber>();
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})
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.BuildApp()
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.RunAsync(args);
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@@ -5,11 +5,9 @@
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</PropertyGroup>
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<ItemGroup>
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<PackageReference Include="FFMpegCore" />
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<PackageReference Include="Microsoft.Extensions.Configuration" />
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<PackageReference Include="Microsoft.Extensions.Configuration.Json" />
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<PackageReference Include="Microsoft.Extensions.Hosting" />
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<PackageReference Include="NAudio" />
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<PackageReference Include="Serilog" />
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<PackageReference Include="Serilog.Extensions.Hosting" />
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<PackageReference Include="Serilog.Formatting.Compact" />
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@@ -16,3 +16,4 @@ global using Spectre.Console.Cli;
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global using StreamShorts.Console.Commands;
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global using StreamShorts.Console.Hosting;
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global using StreamShorts.Library.Media.Audio;
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global using StreamShorts.Library.Transcription;
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@@ -1,18 +0,0 @@
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using NAudio.Wave;
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namespace StreamShorts.Library.Media.Audio;
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public class AudioConverter : IAudioConverter
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{
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public Stream ConvertMp3ToWav16(Stream mp3)
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{
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using var reader = new Mp3FileReader(mp3);
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var outFormat = new WaveFormat(16000, reader.WaveFormat.Channels);
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using var resampler = new MediaFoundationResampler(reader, outFormat);
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var waveStream = new MemoryStream();
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WaveFileWriter.WriteWavFileToStream(waveStream, resampler);
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waveStream.Position = 0;
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return waveStream;
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}
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}
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@@ -1,17 +1,28 @@
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namespace StreamShorts.Library.Media.Audio;
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/// <summary>
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/// Extracts audio from video files.
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/// </summary>
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/// <inheritdoc/>
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public class AudioExtractor : IAudioExtractor
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{
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private readonly IFFMpegService _ffmpegService = new FFMpegService();
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private readonly IVideoService _videoService = new FFMpegService();
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/// <summary>
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/// Initializes a new instance of the <see cref="AudioExtractor"/> class.
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/// </summary>
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public AudioExtractor()
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{
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}
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internal AudioExtractor(IFFMpegService ffmpegService)
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/// <summary>
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/// Initializes a new instance of the <see cref="AudioExtractor"/> class with a specified FFMpeg service.
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/// </summary>
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/// <param name="videoService">The video service to use for audio extraction.</param>
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/// <exception cref="ArgumentNullException">Thrown when the FFMpeg service is null.</exception>
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internal AudioExtractor(IVideoService videoService)
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{
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_ffmpegService = ffmpegService;
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_videoService = videoService ?? throw new ArgumentNullException(nameof(videoService), $"{nameof(videoService)} cannot be null");
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}
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public async Task<Stream> ExtractMp3FromMp4Async(Stream video)
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@@ -41,7 +52,7 @@ public class AudioExtractor : IAudioExtractor
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await video.CopyToAsync(mp4Stream).ConfigureAwait(false);
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mp4Stream.Position = 0;
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var wasExtracted = await _ffmpegService.ExtractAudioFromVideoAsync(mp4Stream, mp3Stream).ConfigureAwait(false);
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var wasExtracted = await _videoService.ExtractAudioFromVideoAsync(mp4Stream, mp3Stream).ConfigureAwait(false);
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if (wasExtracted is false)
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{
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@@ -1,6 +0,0 @@
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namespace StreamShorts.Library.Media.Audio;
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public interface IAudioConverter
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{
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Stream ConvertMp3ToWav16(Stream mp3);
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}
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@@ -6,8 +6,11 @@ using FFMpegCore.Pipes;
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namespace StreamShorts.Library.Media;
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[ExcludeFromCodeCoverage]
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internal class FFMpegService : IFFMpegService
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/// <summary>
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/// Represents a service for processing video files using FFMpeg.
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/// </summary>
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/// <inheritdoc/>
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internal class FFMpegService : IVideoService
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{
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public async Task<bool> ExtractAudioFromVideoAsync(Stream video, Stream audio)
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{
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@@ -0,0 +1,32 @@
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namespace StreamShorts.Library.Media;
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/// <summary>
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/// Represents a service for processing audio files.
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/// </summary>
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internal interface IAudioService
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{
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/// <summary>
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/// Converts an MP3 stream to a WAV stream with a 16 kHz sample rate.
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/// </summary>
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/// <param name="mp3">The input MP3 stream.</param>
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/// <returns>The output WAV stream.</returns>
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Stream ConvertMp3ToWav16(Stream mp3);
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/// <summary>
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/// Gets the number of segments in a WAV stream based on the specified segment duration.
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/// </summary>
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/// param name="wavStream">The input WAV stream.</param>
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/// <param name="segmentDuration">The duration of each segment.</param>
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/// <returns>The number of segments.</returns>
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int GetNumberOfWavSegments(Stream wavStream, TimeSpan segmentDuration);
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/// <summary>
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/// Gets a segment of a WAV stream based on the specified segment number and duration.
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/// </summary>
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/// param name="wavStream">The input WAV stream.</param>
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/// <param name="segmentNumber">The segment number to retrieve.</param>
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/// <param name="segmentDuration">The duration of each segment.</param>
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/// <returns>The segment stream.</returns>
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Stream GetWavSegment(Stream wavStream, int segmentNumber, TimeSpan segmentDuration);
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}
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@@ -1,6 +0,0 @@
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namespace StreamShorts.Library.Media;
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internal interface IFFMpegService
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{
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Task<bool> ExtractAudioFromVideoAsync(Stream video, Stream audio);
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}
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@@ -0,0 +1,15 @@
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namespace StreamShorts.Library.Media;
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/// <summary>
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/// Represents a service for processing video files.
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/// </summary>
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internal interface IVideoService
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{
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/// <summary>
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/// Extracts audio from a video stream and writes it to an audio stream.
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/// </summary>
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/// <param name="video">The input video stream.</param>
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/// <param name="audio">The output audio stream.</param>
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/// <returns>A task that represents the asynchronous operation. The task result indicates whether the extraction was successful.</returns>
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Task<bool> ExtractAudioFromVideoAsync(Stream video, Stream audio);
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}
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@@ -0,0 +1,45 @@
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using NAudio.Wave;
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namespace StreamShorts.Library.Media;
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/// <summary>
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/// Represents a service for processing audio files using NAudio.
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/// </summary>
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/// <inheritdoc/>
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internal class NAudioService : IAudioService
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{
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public Stream ConvertMp3ToWav16(Stream mp3)
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{
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using var reader = new Mp3FileReader(mp3);
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var outFormat = new WaveFormat(16000, reader.WaveFormat.Channels);
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using var resampler = new MediaFoundationResampler(reader, outFormat);
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var waveStream = new MemoryStream();
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WaveFileWriter.WriteWavFileToStream(waveStream, resampler);
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waveStream.Position = 0;
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return waveStream;
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}
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public int GetNumberOfWavSegments(Stream wavStream, TimeSpan segmentDuration)
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{
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using var waveReader = new WaveFileReader(wavStream);
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var totalDuration = waveReader.TotalTime;
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var segmentCount = (int)Math.Ceiling(totalDuration.TotalMilliseconds / segmentDuration.TotalMilliseconds);
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wavStream.Position = 0;
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return segmentCount;
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}
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public Stream GetWavSegment(Stream wavStream, int segmentNumber, TimeSpan segmentDuration)
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{
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using var segmentWaveReader = new WaveFileReader(wavStream);
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var segment = segmentWaveReader.ToSampleProvider()
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.Skip(segmentNumber * segmentDuration)
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.Take(segmentDuration);
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var segmentProvider = segment.ToWaveProvider16();
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var segmentStream = new MemoryStream();
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WaveFileWriter.WriteWavFileToStream(segmentStream, segmentProvider);
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segmentStream.Position = 0;
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wavStream.Position = 0;
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return segmentStream;
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}
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}
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@@ -2,5 +2,6 @@
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<ItemGroup>
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<PackageReference Include="FFMpegCore" />
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<PackageReference Include="NAudio" />
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<PackageReference Include="Whisper.net.AllRuntimes" />
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</ItemGroup>
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</Project>
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@@ -1,12 +1,17 @@
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using System.Runtime.CompilerServices;
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namespace StreamShorts.Library.Transcription;
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/// <summary>
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/// Represents a transcriber interface for audio transcription.
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/// </summary>
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public interface ITranscriber
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{
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IAsyncEnumerable<TranscriptionSegment> TranscribeAsync(Stream audio);
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/// <summary>
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/// Transcribes the audio stream into text segments.
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/// </summary>
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/// <param name="audio">The audio stream to transcribe.</param>
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/// <param name="cancellationToken">A cancellation token to cancel the operation.</param>
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/// <returns>An <see cref="IAsyncEnumerable{T}"/> where T is <see cref="TranscriptionSegment"/>.</returns>
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IAsyncEnumerable<TranscriptionSegment> TranscribeAsync(Stream audio, CancellationToken cancellationToken = default);
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}
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public record TranscriptionSegment(
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TimeSpan StartTime,
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TimeSpan EndTime,
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string Text
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);
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@@ -0,0 +1,13 @@
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namespace StreamShorts.Library.Transcription;
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/// <summary>
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/// Represents a segment of transcribed audio.
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/// </summary>
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/// <param name="StartTime">The start time of the segment.</param>
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/// <param name="EndTime">The end time of the segment.</param>
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/// <param name="Text">The transcribed text of the segment.</param>
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public record TranscriptionSegment(
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TimeSpan StartTime,
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TimeSpan EndTime,
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string Text
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);
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@@ -1,10 +1,79 @@
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using System.Runtime.CompilerServices;
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using StreamShorts.Library.Media;
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using Whisper.net;
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using Whisper.net.Ggml;
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namespace StreamShorts.Library.Transcription;
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/// <summary>
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/// Represents a transcriber that uses Whisper for audio transcription.
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/// </summary>
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/// <inheritdoc/>
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public class WhisperTranscriber : ITranscriber
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{
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public IAsyncEnumerable<TranscriptionSegment> TranscribeAsync(Stream audio)
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private readonly IAudioService _audioService = new NAudioService();
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private WhisperProcessor? _whisperProcessor;
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/// <summary>
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/// Initializes a new instance of the <see cref="WhisperTranscriber"/> class.
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/// </summary>
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public WhisperTranscriber()
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{
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throw new NotImplementedException();
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}
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/// <summary>
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/// Initializes a new instance of the <see cref="WhisperTranscriber"/> class with a specified audio service.
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/// </summary>
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/// <param name="audioService">The audio service to use for audio processing.</param>
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/// <exception cref="ArgumentNullException">Thrown when the audio service is null.</exception
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internal WhisperTranscriber(IAudioService audioService)
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{
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_audioService = audioService ?? throw new ArgumentNullException(nameof(audioService), $"{nameof(audioService)} cannot be null");
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}
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public async IAsyncEnumerable<TranscriptionSegment> TranscribeAsync(Stream audio, [EnumeratorCancellation] CancellationToken cancellationToken)
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{
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var segmentDuration = TimeSpan.FromMinutes(2);
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var wavStream = _audioService.ConvertMp3ToWav16(audio);
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var numberOfSegments = _audioService.GetNumberOfWavSegments(wavStream, segmentDuration);
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foreach (var segmentNumber in Enumerable.Range(0, numberOfSegments))
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{
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var segmentStream = _audioService.GetWavSegment(wavStream, segmentNumber, segmentDuration);
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var durationOffset = TimeSpan.FromMilliseconds(segmentNumber * segmentDuration.TotalMilliseconds);
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await foreach (var result in ProcessSegmentAsync(segmentStream, cancellationToken).ConfigureAwait(false))
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{
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yield return new TranscriptionSegment(
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result.Start + durationOffset,
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result.End + durationOffset,
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result.Text
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);
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}
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}
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}
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private async IAsyncEnumerable<SegmentData> ProcessSegmentAsync(
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Stream segmentStream,
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[EnumeratorCancellation] CancellationToken cancellationToken)
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{
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if (_whisperProcessor is null)
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{
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using var modelMemoryStream = new MemoryStream();
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var model = await WhisperGgmlDownloader.Default.GetGgmlModelAsync(GgmlType.TinyEn, cancellationToken: cancellationToken).ConfigureAwait(false);
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await model.CopyToAsync(modelMemoryStream, cancellationToken).ConfigureAwait(false);
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var whisperFactory = WhisperFactory.FromBuffer(modelMemoryStream.ToArray());
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_whisperProcessor = whisperFactory.CreateBuilder()
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.WithLanguage("en")
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.Build();
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}
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await foreach (var result in _whisperProcessor.ProcessAsync(segmentStream, cancellationToken).ConfigureAwait(false))
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{
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yield return result;
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}
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}
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}
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Reference in New Issue
Block a user